{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f47d75d0910>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "src = cv2.imread(\"dsf.png\")\n",
    "\n",
    "plt.imshow(src)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAU0AAAD8CAYAAADzEfagAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f47e9320590>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWQAAADuCAYAAAAOR30qAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f483038c990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hsv = cv2.cvtColor(src, cv2.COLOR_BGR2HSV_FULL)\n",
    "hsvSplit = cv2.split(hsv)\n",
    "\n",
    "x_start = 200\n",
    "x_end = 400\n",
    "y_start = 50\n",
    "y_end = 150\n",
    "x,y=np.mgrid[y_start:y_end:1,x_start:x_end:1]\n",
    "\n",
    "show = hsvSplit[0][y_start:y_end, x_start:x_end]\n",
    "\n",
    "ax=plt.subplot(111,projection='3d')\n",
    "ax.plot_surface(x,y,show,rstride=2,cstride=2,cmap=plt.cm.coolwarm,alpha=0.8)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAv8AAAJCCAYAAABXr6iJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngCHEPwAADCH+AQBgCPEPAABD/D/Gqa82pkF4kAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f47d75d9f10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "red_high = cv2.threshold(hsvSplit[0], 220, 255, cv2.THRESH_BINARY)[1]\n",
    "red_low = cv2.threshold(hsvSplit[0], 20, 255, cv2.THRESH_BINARY_INV)[1]\n",
    "\n",
    "red = cv2.bitwise_or(red_high, red_low)\n",
    "\n",
    "v_high = cv2.threshold(hsvSplit[2], 230, 255, cv2.THRESH_BINARY)[1]\n",
    "red = cv2.bitwise_and(red, v_high)\n",
    "\n",
    "s_high = cv2.threshold(hsvSplit[1], 180, 255, cv2.THRESH_BINARY_INV)[1]\n",
    "red = cv2.bitwise_and(red, s_high)\n",
    "\n",
    "fig = plt.figure(figsize = (15, 10))\n",
    "plt.imshow(red, cmap = \"gray\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "ename": "error",
     "evalue": "/tmp/binarydeb/ros-lunar-opencv3-3.3.1/modules/imgproc/src/shapedescr.cpp:319: error: (-215) npoints >= 0 && (depth == 5 || depth == 4) in function contourArea\n",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31merror\u001b[0m                                     Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-7-b3cd6c317b3c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mdigit\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mcontour\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mcontours\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m     \u001b[0;32mif\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontourArea\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcontour\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m         \u001b[0;32mcontinue\u001b[0m\u001b[0;34m;\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m     \u001b[0mdigit\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mboundingRect\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcontour\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31merror\u001b[0m: /tmp/binarydeb/ros-lunar-opencv3-3.3.1/modules/imgproc/src/shapedescr.cpp:319: error: (-215) npoints >= 0 && (depth == 5 || depth == 4) in function contourArea\n"
     ]
    }
   ],
   "source": [
    "contours = cv2.findContours(red.copy(), cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE)\n",
    "\n",
    "digit = []\n",
    "for contour in contours[0]:\n",
    "    if(cv2.contourArea(contour) < 10):\n",
    "        continue;\n",
    "    digit.append(cv2.boundingRect(contour))\n",
    "    \n",
    "digit\n",
    "\n",
    "\n",
    "digit_sorted = sorted(digit, key = lambda digit: digit[0])\n",
    "digit_sorted\n",
    "\n",
    "digit_sorted[0][0]\n",
    "\n",
    "roi = []\n",
    "for rect in digit_sorted:\n",
    "    roi.append(red[int(rect[1]):int(rect[1] + rect[3]),\n",
    "                   int(rect[0]):int(rect[0] + rect[2])])\n",
    "\n",
    "plt.figure(figsize=(12, 10))\n",
    "plt.imshow(roi[0], cmap = \"gray\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], dtype=uint8)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "contours = cv2.findContours(red.copy(), cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE)\n",
    "contours[0][1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "roi‘s shape is  (23, 15)\n",
      "roi‘s shape is  (20, 15)\n",
      "roi‘s shape is  (23, 16)\n",
      "roi‘s shape is  (23, 16)\n",
      "roi‘s shape is  (23, 16)\n"
     ]
    }
   ],
   "source": [
    "for number in roi:\n",
    "    print \"roi‘s shape is \",number.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#该函数判断该区域是否为白，白的话返回true,否则返回false.把二维数组变成一维，再累计区域里面255的点的个数，个数大于等于10则判定该区域为白，\n",
    "#为了程序的快速性，个数累计至10即可停止循环\n",
    "def isWhite(region):\n",
    "    j = 0\n",
    "    n = region.size\n",
    "    regions = np.reshape(region,n)\n",
    "    judge_region = regions.tolist()\n",
    "    for i in judge_region:\n",
    "        if (i == 255):\n",
    "            j = j + 1\n",
    "            if j == 10:\n",
    "                return True\n",
    "    else:\n",
    "        return False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5\n",
      "4\n",
      "9\n",
      "8\n",
      "3\n"
     ]
    }
   ],
   "source": [
    "#按LED灯的数字显示规律，把数字分为7个区域，为了程序的快速性，实际用5个区域即可分辨9个数字，故备注掉两个区域\n",
    "for number in roi:\n",
    "    height, width = number.shape\n",
    "    up = number[0:height/7, 2*width/7:5*width/7]\n",
    "    #middle = number[3*height/7:4*height/7,2*width/7:5*width/7]\n",
    "    bottom = number[6*height/7:height,2*width/7:5*width/7]\n",
    "    left_up = number[1*height/7:3*height/7,0:2*width/7]\n",
    "    right_up = number[1*height/7:3*height/7,5*width/7:width]\n",
    "    left_bottom = number[4*height/7:6*height/7,0:2*width/7]\n",
    "    #right_bottom = number[4*height/7:6*height/7,5*width/7:width]\n",
    "    is_up = isWhite(up)\n",
    "    is_bottom = isWhite(bottom)\n",
    "    is_left_up = isWhite(left_up)\n",
    "    is_right_up = isWhite(right_up)\n",
    "    is_left_bottom = isWhite(left_bottom)\n",
    "    #is_right_bottom = isWhite(right_bottom)\n",
    "    if (not is_up):\n",
    "        if is_left_up:\n",
    "            print \"4\"\n",
    "        else:\n",
    "            print \"1\"\n",
    "    elif (is_up and not is_bottom):\n",
    "            print \"7\"\n",
    "    elif (is_up and is_bottom and not is_right_up):\n",
    "        if is_left_bottom:\n",
    "            print \"6\"\n",
    "        else:\n",
    "            print \"5\"\n",
    "    elif (is_up and is_bottom and is_right_up):\n",
    "        if is_left_up:\n",
    "            if is_left_bottom:\n",
    "                print \"8\"\n",
    "            else:\n",
    "                print \"9\"\n",
    "        else:\n",
    "            if is_left_bottom:\n",
    "                print \"2\"\n",
    "            else:\n",
    "                print \"3\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
